Principles of Solomonoff Induction and AIXI

Sunehag, Peter, Hutter, Marcus

arXiv.org Artificial Intelligence 

We identify principles characterizing Solomonoff Induction by demands on an agent's external behaviour. Key concepts are rationality, computability, indifference and time consistency. Furthermore, we discuss extensions to the full AI case to derive AIXI.

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